few-shot learning

NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022 OA-FSUI2IT: A Novel Few-Shot Cross Domain Object Detection Framework with Object-Aware Few-Shot Unsupervised Image-to-Image Translation AAAI 2022 OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering NAACL 2022 On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NeurIPS 2022 On Measuring the Intrinsic Few-Shot Hardness of Datasets EMNLP 2022 On the Convergence Theory for Hessian-Free Bilevel Algorithms NeurIPS 2022 On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data NAACL 2022 On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning NeurIPS 2022 On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022 On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model NAACL 2022 On the Episodic Difficulty of Few-shot Learning ACML 2022 On the Optimality Gap of Warm-Started Hyperparameter Optimization AutoML 2022 On the Role of Neural Collapse in Transfer Learning ICLR 2022 Ontologue: Declarative Benchmark Construction for Ontological Multi-Label Classification NeurIPS 2022 OpenPrompt: An Open-source Framework for Prompt-learning ACL 2022 OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression NeurIPS 2022 Ortho-Shot: Low Displacement Rank Regularization With Data Augmentation for Few-Shot Learning WACV 2022 PAC Prediction Sets for Meta-Learning NeurIPS 2022 ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms EMNLP 2022 Parameter-Efficient Legal Domain Adaptation EMNLP 2022 Parameter-free Automatically Prompting: A Latent Pseudo Label Mapping Model for Prompt-based Learning EMNLP 2022 Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding EMNLP 2022 Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022 PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022 Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation CoRL 2022